MiDASR
MiDASR provides comprehensive analysis of human immunogenetic variation by enabling statistical association testing and molecular-level mapping of Human Leukocyte Antigen (HLA) and Killer-cell Immunoglobulin-like Receptor (KIR) types.
Key Features:
- R package implementation: Implemented as an R package for analysis of immunogenetic data.
- Statistical Association Analysis: Performs statistical association tests between HLA and KIR genotypes and immune-related phenotypes.
- Immunogenetic Data Transformation Functions: Provides functions to transform immunogenetic data for downstream analyses such as HLA amino acid-level mapping.
- HLA Amino Acid Fine Mapping: Enables amino acid–level mapping within HLA genes to localize variant effects on immune function.
- Analysis of HLA Evolutionary Divergence: Supports analysis of evolutionary divergence among HLA alleles to infer selection and adaptive patterns.
- HLA-KIR Interaction Analysis: Analyzes interactions between HLA and KIR gene families to assess combined effects on immune phenotypes.
Scientific Applications:
- Genetic Association Studies: Identifying HLA and KIR genetic markers associated with disease susceptibility, vaccine response, and other immune-related outcomes.
- Amino Acid–Level Mechanistic Studies: Resolving protein-level (amino acid) variants in HLA that may affect antigen presentation and immune function.
- Evolutionary Immunogenetics: Inferring evolutionary selection pressures and divergence patterns among HLA alleles.
- Personalized Immunogenetics: Informing immunogenetic stratification for personalized medicine and treatment tailoring based on individual HLA/KIR profiles.
Methodology:
Implemented as an R package that performs statistical association analyses, immunogenetic data transformations, HLA amino acid fine mapping, evolutionary divergence analyses, and HLA–KIR interaction testing.
Topics
Details
- License:
- MIT
- Tool Type:
- library
- Programming Languages:
- R
- Added:
- 3/19/2021
- Last Updated:
- 4/11/2021
Operations
Publications
Migdal M, Ruan DF, Forrest WF, Horowitz A, Hammer C. MiDAS - Meaningful Immunogenetic Data at Scale. Unknown Journal. 2021. doi:10.1101/2021.01.12.425276.
Documentation
Training material
https://genentech.github.io/MiDAS/articles/MiDAS_tutorial.html